Digital chess queen with glowing data streams, symbolizing strategic matchmaking, hidden algorithms, and AI-driven dating app manipulation.

How Dating Apps Control Your Matches with Algorithms

February 6, 2025

Most people assume online dating is about mutual attraction—you create a profile, swipe through potential matches, and connect based on shared interests. But behind the scenes, algorithms decide who you see, when you see them, and how often you appear in other users’ feeds.

Dating apps are designed not just to facilitate relationships, but to maximize engagement and revenue. They use ranking systems, selective visibility, and premium paywalls to influence your matches—often without your knowledge.

According to 2022 Pew Research data, 30% of U.S. adults had used a dating site or app, and 9% engaged in online dating in 2021. These platforms play a significant role in modern relations. However, rather than simply connecting compatible people, dating apps engineer dating experiences to keep users swiping, subscribing, and spending.

This article explores how dating apps manipulate visibility, favor paying users, and use attractiveness scores to control the online dating landscape—and how you can take back control of your experience.

How Dating Apps Manipulate Profile Visibility

Unlike traditional matchmaking, dating apps don’t operate on mutual attraction alone. Instead, they use complex algorithms to control who sees your profile, when they see it, and how often you appear in other users’ feeds. This system ensures higher engagement and increased revenue—but at the expense of fairness and transparency.

1. Algorithm-driven exposure: Who gets seen first?

Dating apps use AI-powered ranking systems to prioritize specific profiles over others based on activity level, engagement, and, in some cases, attractiveness scores.

  • Users who frequently swipe, chat, and engage are often shown first to others, while less active, inactive, or selective users get pushed to the bottom of the stack.
  • Profiles that receive more likes and right swipes are boosted organically, creating a popularity loop in which attractive users are seen more while less-engaged users remain invisible.
  • AI-driven ranking models tend to favor profiles that receive more right swipes, reinforcing conventional beauty standards while deprioritizing users who don’t fit these norms.
  • Some apps use machine learning to predict compatibility but, in reality, prioritize engagement-driven interactions rather than meaningful connections.

2. Attractiveness scores: The hidden ranking system

Some dating apps have previously used hidden attractiveness scores to influence matches—ranking users based on how desirable they appear to others.

  • Tinder once employed the Elo rating system, which ranked users based on how often they received right swipes. Though Tinder officially retired Elo in 2019, engagement-driven ranking systems remain in use today—in Tinder as well as many other dating apps.
  • Users with a higher number of likes and interactions are more likely to be shown to other high-ranked users, creating a tiered dating system where certain profiles are systemically favored over others.
  • Racial and gender bias in matchmaking – studies have found that dating apps reinforce societal biases due to algorithmic ranking:
    • A 2018 study from Cornell University discovered that dating apps segregate users by race and ethnicity through preference-based filtering and algorithmic ranking.
    • OKCupid admitted that its algorithms once ranked users based on past behavior, reinforcing racial preferences instead of user-defined choices.
    • Gender biases also exist—women receive far more matches than men, leading apps to monetize male users more aggressively through paid features.

The problem? This enforces conventional beauty standards, making it harder for users who don’t fit algorithmic attractiveness norms to gain visibility, even if they are highly compatible with others on the platform.

3. Shadowbanning & limited exposure for free users

Some dating apps restrict visibility for non-paying users by limiting how often their profiles are shown. This creates the illusion there are no available matches—pushing users toward premium subscriptions.

  • Shadowbanning tactics include hiding or delaying profile visibility for users who don’t engage often or swipe too selectively.
  • Apps may artificially limit matches for free-tier users (usually men), nudging them into thinking a premium upgrade is necessary for better results.
  • Some users notice a surge in matches immediately after upgrading—suggesting apps may artificially suppress engagement for free users to encourage paid subscriptions.

The Pay-to-Win Model: How Premium Memberships Influence Match Quality

While dating apps market themselves as free, their business model relies heavily on paid features. Many platforms intentionally restrict visibility and limit organic matches to encourage users to subscribe to premium tiers. The result? A pay-to-win system where better matches, higher visibility, and even messaging privileges come at a cost.

1. Boosted visibility for paid users

Premium subscribers receive algorithmic advantages dramatically increasing their chances of matching:

  • Profile boosting: Paid users get priority placement in search results, ensuring their profiles are seen first.
  • More exposure: Apps artificially increase match potential for premium subscribers, making it seem as though paid memberships result in better dating success.
  • Super Likes & prioritized swipes: Some apps let premium users bypass the normal ranking system and force their profiles to the top of someone’s feed.

Glowing digital dollar bills floating in the air, symbolizing the pay-to-win model and monetization strategies in dating apps.

This means free users are often pushed to the background, making it harder to get matches—regardless of their compatibility.

2. Artificial scarcity: Creating a false sense of limited matches

Many dating apps intentionally restrict match visibility for free users, creating the illusion there are fewer potential matches than there are.

  • Free users may see fewer profiles per day, while premium users get expanded search filters and unlimited swipes.
  • Many platforms introduce “hidden likes” that can only be revealed by paying for an upgrade—tricking users into believing their profile is more popular than it is.
  • Many users report that after upgrading, they suddenly receive a flood of matches—suggesting that apps may deliberately suppress engagement until payment is made.

This manufactured scarcity leads to subscription fatigue, where users feel pressured to keep paying just to maintain their temporary level of visibility, which usually dwindles over time.

3. Pay-to-message & communication restrictions

Even basic features like messaging are now locked behind paywalls on many dating platforms:

  • Most dating apps require a mutual match before messaging, but premium users (subscribers) can often bypass this rule—either by sending messages first, using special features like Super Likes, or appearing at the top of a recipient’s inbox.
  • Features like read receipts, unlimited messaging, and message priority, are restricted to paying subscribers, making conversations transactional rather than organic.
  • Some apps let users pay to “rewind” accidental left swipes, further monetizing minor user interactions.

This pay-to-interact model reduces the spontaneity of dating and turns genuine connections into profit-driven interactions.

The Psychological Impact of Manipulated Dating Feeds

Dating apps don’t just influence matches—they shape self-perception, desirability, and relationship expectations. By manipulating visibility, engagement, and matchmaking experiences, these platforms can fuel self-doubt, addiction-like behaviors, emotional fatigue, and reduced self-esteem.

Futuristic AI-enhanced human face with glowing digital circuits, symbolizing algorithm-driven matchmaking and psychological effects of dating apps.

1. The dopamine loop: Swiping as a reward system

Dating apps gamify attraction using the same psychological triggers as social media and gaming apps.

  • Intermittent rewards: Matches and messages appear at unpredictable intervals, creating a dopamine-driven feedback loop that keeps users swiping compulsively in search of the next match.
  • Like-based validation: Users who receive more likes and right swipes often experience boosted self-esteem, while those with fewer interactions may feel undesired or ignored.
  • Pay-to-win reinforcement: Many users subscribe to premium tiers out of frustration, believing they are “losing” at dating due to an algorithm rather than natural attraction dynamics.

2. Dating burnout: The cost of endless swiping

The design of dating apps encourages endless swiping, which can erode confidence, create fatigue, and result in decision paralysis.

  • Choice overload: When users are presented with too many options, they struggle to commit or feel dissatisfied with their matches.
  • Match ghosting & short-lived interactions: The ease of swiping means many conversations fizzle out, leaving users feeling disposable and emotionally drained.
  • The illusion of scarcity: Algorithms control match frequency and profile visibility, making some users believe they have limited dating prospects, even when it’s not the case.

Taking Control of Your Dating Experience

While dating apps manipulate visibility, engagement, and matches to maximize profits, you can take steps to regain control and improve your experience. By understanding how these platforms operate and making strategic choices, you can increase match quality, reduce frustration, and avoid unnecessary spending.

Hand holding a glowing digital book with floating icons, symbolizing gaining knowledge, control, and empowerment in online dating experiences.

1. Recognize the algorithm’s tricks

Dating apps are designed to keep you swiping, not necessarily to help you find the best match. The more time you spend on the app, the more data it collects and the more likely you will pay for premium features.

  • Limit excessive swiping: It’s tempting to keep swiping, but decision fatigue can lower match quality.
  • Use dating apps as tools, not entertainment: If you treat them like a game, you’ll fall into endless scrolling. Set time limits to avoid mindless engagement.
  • Diversify your interactions: If you only swipe on specific types of profiles, the algorithm will keep showing you more of the same. Break out of its echo chamber.

2. Make your profile work for you

Since you can’t directly control how the app ranks you, you can still optimize your profile to increase your chances of being seen and matched.

  • Use high-quality photos that highlight your personality and interests.
  • Complete your bio and prompts to encourage real engagement.
  • Engage thoughtfully by starting conversations and replying quickly, which signals activity and can improve your ranking.

3. Avoid the pay-to-win trap

Premium features promise better matches, more visibility, and increased engagement—but paying doesn’t guarantee success.

  • Test organic engagement first: Before upgrading, see how many matches you get naturally.
  • Be strategic about Boosts & Super Likes: These give temporary visibility but don’t necessarily translate to more matches.
  • Watch for post-cancellation visibility spikes: Some users report getting more organic matches after canceling premium subscriptions, suggesting apps may boost visibility to keep them engaged.

4. Expand your dating options beyond one app

No single dating platform shows you every available match. Expanding your approach can reduce frustration and improve your chances of meeting the right person.

  • Try different apps: Each has unique demographics, features, and ranking systems. Experimenting with a few can help you find the best fit.
  • Explore offline opportunities: Dating isn’t just about swiping—meeting people at social events, through hobbies, or mutual connections remains one of the best ways to form meaningful relationships.

Conclusion

The promise of online dating is simple: technology makes it easier to find meaningful connections. But the reality is more complex. Dating apps aren’t just digital matchmakers—they are profit-driven businesses optimizing for engagement, subscriptions, and data collection rather than genuine compatibility.

As long as algorithms control visibility, rankings, and interactions, online dating will never be a level playing field. Who you match with isn’t purely a reflection of mutual attraction; it’s shaped by profit-driven AI systems that prioritize engagement over authenticity or human connection.

But that doesn’t mean you are powerless. Understanding how dating apps manipulate experiences is the first step toward taking control. You don't have to be at the mercy of hidden ranking systems, artificial scarcity, or pay-to-win models. By using dating apps strategically—while maintaining perspective on their limitations—you can navigate them on your terms.

Ultimately, meaningful relationships aren’t dictated by an app’s ranking system—they’re built through genuine interaction, timing, and real-world connection. Whether online or offline, the key to meaningful relationships lies in authenticity and vulnerability—not in chasing an algorithm’s approval.

What is most crucial, above all, is that you don’t derive your sense of self-worth or self-esteem from your performance on dating apps.